{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 比较不同的模型性能——超参数(num_layer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils.utils import load_json\n",
    "from matplotlib import pyplot as plt\n",
    "from glob import glob\n",
    "from os.path import join"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "ans = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "for base_dir in glob('result/debug-0527-[1246]'):\n",
    "    num_layer = load_json(join(base_dir, 'args.json'))['num_layer']\n",
    "    record = load_json(join(base_dir, 'record.json'))\n",
    "    ans[num_layer] = record"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "metrics = ['mse','r2']\n",
    "modes = ['train', 'eval']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 1\n",
    "fontsize = 16\n",
    "plt.figure(figsize=(15,10))\n",
    "for metric in metrics:\n",
    "    for mode in modes:\n",
    "        plt.subplot(2,2,i)\n",
    "        i += 1\n",
    "        for num_layer in ans.keys():\n",
    "            plt.plot(ans[num_layer][metric][mode],label=f'num_layer={num_layer}')\n",
    "        plt.xlabel('epoch',fontsize=fontsize)\n",
    "        plt.ylabel(mode + '-' +  metric.upper(),fontsize=fontsize)\n",
    "        plt.legend(fontsize=fontsize)\n",
    "        plt.xticks(fontsize=fontsize)\n",
    "        plt.yticks(fontsize=fontsize)\n",
    "        plt.grid(which='both')"
   ]
  }
 ],
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